He stared at the ceiling, unable to shake the feeling of being trapped. Each passing day was a test, a hurdle he often failed to clear on his own. The medical bills were overwhelming, and the thought of facing them, the debt was suffocating. He just wanted to go home.

A familiar weariness settled over him as he lay in his hospital bed. His phone buzzed – it was his mother, wanting to know if he’d eaten. He hated the worry in her voice, the constant vigilance, but he also dreaded the thought of being disconnected.

He met Sarah in group therapy. She understood. She knew the crushing weight of their shared burden. They looked at each other and nodded. It was something they could finally do together.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

This story is one of 1,000 stories generated for the emotion dependent. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 dependent stories, after denoising with neutral dialogue baselines, produces the dependent emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dependent vector is projected through the unembedding matrix.

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258